Convolutional Neural Networks¶
Project: Write an Algorithm for Landmark Classification¶
In this notebook, some template code has already been provided for you, and you will need to implement additional functionality to successfully complete this project. You will not need to modify the included code beyond what is requested. Sections that begin with '(IMPLEMENTATION)' in the header indicate that the following block of code will require additional functionality which you must provide. Instructions will be provided for each section, and the specifics of the implementation are marked in the code block with a 'TODO' statement. Please be sure to read the instructions carefully!
Note: Once you have completed all the code implementations, you need to finalize your work by exporting the Jupyter Notebook as an HTML document. Before exporting the notebook to HTML, all the code cells need to have been run so that reviewers can see the final implementation and output. You can then export the notebook by using the menu above and navigating to File -> Download as -> HTML (.html). Include the finished document along with this notebook as your submission.
In addition to implementing code, there will be questions that you must answer which relate to the project and your implementation. Each section where you will answer a question is preceded by a 'Question X' header. Carefully read each question and provide thorough answers in the following text boxes that begin with 'Answer:'. Your project submission will be evaluated based on your answers to each of the questions and the implementation you provide.
Note: Code and Markdown cells can be executed using the Shift + Enter keyboard shortcut. Markdown cells can be edited by double-clicking the cell to enter edit mode.
The rubric contains optional "Stand Out Suggestions" for enhancing the project beyond the minimum requirements. If you decide to pursue the "Stand Out Suggestions", you should include the code in this Jupyter notebook.
Why We're Here¶
Photo sharing and photo storage services like to have location data for each photo that is uploaded. With the location data, these services can build advanced features, such as automatic suggestion of relevant tags or automatic photo organization, which help provide a compelling user experience. Although a photo's location can often be obtained by looking at the photo's metadata, many photos uploaded to these services will not have location metadata available. This can happen when, for example, the camera capturing the picture does not have GPS or if a photo's metadata is scrubbed due to privacy concerns.
If no location metadata for an image is available, one way to infer the location is to detect and classify a discernable landmark in the image. Given the large number of landmarks across the world and the immense volume of images that are uploaded to photo sharing services, using human judgement to classify these landmarks would not be feasible.
In this notebook, you will take the first steps towards addressing this problem by building models to automatically predict the location of the image based on any landmarks depicted in the image. At the end of this project, your code will accept any user-supplied image as input and suggest the top k most relevant landmarks from 50 possible landmarks from across the world. The image below displays a potential sample output of your finished project.
The Road Ahead¶
We break the notebook into separate steps. Feel free to use the links below to navigate the notebook.
- Step 0: Download Datasets and Install Python Modules
- Step 1: Create a CNN to Classify Landmarks (from Scratch)
- Step 2: Create a CNN to Classify Landmarks (using Transfer Learning)
- Step 3: Write Your Landmark Prediction Algorithm
Step 0: Download Datasets and Install Python Modules¶
Note: if you are using the Udacity workspace, YOU CAN SKIP THIS STEP. The dataset can be found in the /data folder and all required Python modules have been installed in the workspace.
Download the landmark dataset.
Unzip the folder and place it in this project's home directory, at the location /landmark_images.
Install the following Python modules:
- cv2
- matplotlib
- numpy
- PIL
- torch
- torchvision
Step 1: Create a CNN to Classify Landmarks (from Scratch)¶
In this step, you will create a CNN that classifies landmarks. You must create your CNN from scratch (so, you can't use transfer learning yet!), and you must attain a test accuracy of at least 20%.
Although 20% may seem low at first glance, it seems more reasonable after realizing how difficult of a problem this is. Many times, an image that is taken at a landmark captures a fairly mundane image of an animal or plant, like in the following picture.
Just by looking at that image alone, would you have been able to guess that it was taken at the Haleakalā National Park in Hawaii?
An accuracy of 20% is significantly better than random guessing, which would provide an accuracy of just 2%. In Step 2 of this notebook, you will have the opportunity to greatly improve accuracy by using transfer learning to create a CNN.
Remember that practice is far ahead of theory in deep learning. Experiment with many different architectures, and trust your intuition. And, of course, have fun!
(IMPLEMENTATION) Specify Data Loaders for the Landmark Dataset¶
Use the code cell below to create three separate data loaders: one for training data, one for validation data, and one for test data. Randomly split the images located at landmark_images/train to create the train and validation data loaders, and use the images located at landmark_images/test to create the test data loader.
Note: Remember that the dataset can be found at /data/landmark_images/ in the workspace.
All three of your data loaders should be accessible via a dictionary named loaders_scratch. Your train data loader should be at loaders_scratch['train'], your validation data loader should be at loaders_scratch['valid'], and your test data loader should be at loaders_scratch['test'].
You may find this documentation on custom datasets to be a useful resource. If you are interested in augmenting your training and/or validation data, check out the wide variety of transforms!
In [1]:
rm -r data
rm: cannot remove 'data': No such file or directory
In [2]:
mkdir data
In [3]:
cd data
/home/workspace/nd101-c2-landmarks-starter/landmark_project/data
In [4]:
!wget https://udacity-dlnfd.s3-us-west-1.amazonaws.com/datasets/landmark_images.zip
--2022-08-27 14:34:41-- https://udacity-dlnfd.s3-us-west-1.amazonaws.com/datasets/landmark_images.zip Resolving udacity-dlnfd.s3-us-west-1.amazonaws.com (udacity-dlnfd.s3-us-west-1.amazonaws.com)... 52.219.120.129 Connecting to udacity-dlnfd.s3-us-west-1.amazonaws.com (udacity-dlnfd.s3-us-west-1.amazonaws.com)|52.219.120.129|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 751872692 (717M) [application/zip] Saving to: ‘landmark_images.zip’ landmark_images.zip 100%[===================>] 717.04M 57.6MB/s in 13s 2022-08-27 14:34:54 (55.3 MB/s) - ‘landmark_images.zip’ saved [751872692/751872692]
In [5]:
!unzip landmark_images.zip
Archive: landmark_images.zip creating: landmark_images/ inflating: landmark_images/README.md creating: landmark_images/test/ creating: landmark_images/test/34.Great_Barrier_Reef/ inflating: landmark_images/test/34.Great_Barrier_Reef/755b53f451b9ffbc.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/7ff6d3b6549c72b0.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/246dc47f97a05083.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/33ecf56f92c0c06e.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/4a0ea6d00fffc5de.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/7519b6d1c8c0eeba.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/4fa68d9aa4409396.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/63d28288c42ccd97.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/67acebe2b48e880b.jpg inflating: landmark_images/test/34.Great_Barrier_Reef/05c0447904f945df.jpg inflating: 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inflating: landmark_images/test/07.Stonehenge/7cadd9ffc1d24563.jpg inflating: landmark_images/test/07.Stonehenge/36bebb5a1c69bfdf.jpg inflating: landmark_images/test/07.Stonehenge/08907936e34608e3.jpg inflating: landmark_images/test/07.Stonehenge/5b022dbd3a541a37.jpg inflating: landmark_images/test/07.Stonehenge/5513c33699d486bd.jpg inflating: landmark_images/test/07.Stonehenge/4169404dc415eb89.jpg inflating: landmark_images/test/07.Stonehenge/11f3cdc7f155cc69.jpg inflating: landmark_images/test/07.Stonehenge/279d4a45fb6c8aab.jpg inflating: landmark_images/test/07.Stonehenge/7638b318b037ec06.jpg inflating: landmark_images/test/07.Stonehenge/4a85a2f499fd2e77.jpg inflating: landmark_images/test/07.Stonehenge/103c37c2afacc517.jpg inflating: landmark_images/test/07.Stonehenge/44844e0d75dc1ac2.jpg inflating: landmark_images/test/07.Stonehenge/0fd5c6a325efeeb9.jpg creating: landmark_images/test/11.Mount_Rushmore_National_Memorial/ inflating: 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In [6]:
rm -r landmark_images.zip
In [7]:
cd ..
/home/workspace/nd101-c2-landmarks-starter/landmark_project
In [8]:
ls
data/ images/ landmark.ipynb
In [9]:
pwd
Out[9]:
'/home/workspace/nd101-c2-landmarks-starter/landmark_project'
In [10]:
! pip install split-folders
Collecting split-folders Downloading https://files.pythonhosted.org/packages/b6/d5/307d63c03356bad6e141d8718d3f4116f51bd9c4b09e2614ffcee1f3c6fd/split_folders-0.5.1-py3-none-any.whl Installing collected packages: split-folders Successfully installed split-folders-0.5.1
In [11]:
rm -r train_val
rm: cannot remove 'train_val': No such file or directory
In [12]:
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
import matplotlib.pyplot as plt
import numpy as np
import torch
from torchvision import datasets, transforms
from torch.utils.data.sampler import SubsetRandomSampler
import splitfolders
In [13]:
ls
data/ images/ landmark.ipynb
In [14]:
### TODO: Write data loaders for training, validation, and test sets
## Specify appropriate transforms, and batch_sizes
data_dir = 'data/landmark_images'
splitfolders.ratio("/data/landmark_images/train", output="train_val", seed=42, ratio=(.7, .3), group_prefix=None)
num_workers = 0
batch_size = 120 #This batch size work to good to me!
valid_size = 0.2
train_transform = transforms.Compose([
transforms.Resize([256, 256]),
# Augmentation
transforms.RandomHorizontalFlip(p=0.3),
transforms.RandomRotation(30),
transforms.RandomResizedCrop(256),
transforms.ColorJitter(brightness=0.31),
transforms.ToTensor(),
transforms.Normalize((0,0,0),(1,1,1))
])
test_transform = transforms.Compose([
transforms.Resize([256, 256]),
transforms.ToTensor(),
transforms.Normalize((0,0,0),(1,1,1))
])
train_data = datasets.ImageFolder('./train_val/train', transform=train_transform)
valid_data = datasets.ImageFolder('./train_val/val', transform=test_transform)
test_data = datasets.ImageFolder('/data/landmark_images/test', transform=test_transform)
loaders_scratch = {'train': None, 'valid': None, 'test': None}
loaders_scratch['train'] = torch.utils.data.DataLoader(train_data, batch_size=batch_size,
num_workers=num_workers, shuffle = True )
loaders_scratch['valid'] = torch.utils.data.DataLoader(valid_data, batch_size=batch_size,
num_workers=num_workers, shuffle = True)
loaders_scratch['test'] = torch.utils.data.DataLoader(test_data, batch_size=batch_size,
num_workers=num_workers, shuffle = True)
Copying files: 4996 files [00:12, 411.19 files/s]
Question 1: Describe your chosen procedure for preprocessing the data.
- How does your code resize the images (by cropping, stretching, etc)? What size did you pick for the input tensor, and why?
- Did you decide to augment the dataset? If so, how (through translations, flips, rotations, etc)? If not, why not?
Answer:
- I use the method Compose to resize and do data augmentation to every image. I chose the 256 size because it makes easy to play around with the max pooling layers.
- Yes. The Random Rotation and resized works, and I found that ColorJitter worked after reviewing some of the suggestions by other students in Udacity classroom.
(IMPLEMENTATION) Visualize a Batch of Training Data¶
Use the code cell below to retrieve a batch of images from your train data loader, display at least 5 images simultaneously, and label each displayed image with its class name (e.g., "Golden Gate Bridge").
Visualizing the output of your data loader is a great way to ensure that your data loading and preprocessing are working as expected.
In [18]:
import matplotlib.pyplot as plt
%matplotlib inline
classes = train_data.classes
n_classes = len(classes)
def imshow(img):
img = img / 2 + 0.5
plt.imshow(np.transpose(img, (1, 2, 0)))
dataiter = iter(loaders_scratch['train'])
images, labels = dataiter.next()
images = images.numpy() # convert images to numpy for display
fig = plt.figure(figsize=(25, 4))
for idx in np.arange(20):
ax = fig.add_subplot(2, 20/2, idx+1, xticks=[], yticks=[])
ax.imshow(np.transpose(images[idx].clip(0,1), (1, 2, 0)))
ax.set_title(classes[labels[idx]])
In [19]:
dataiter = iter(loaders_scratch['test'])
images, labels = dataiter.next()
images = images.numpy()
In [20]:
images.shape
Out[20]:
(120, 3, 256, 256)
Initialize use_cuda variable¶
In [21]:
# useful variable that tells us whether we should use the GPU
use_cuda = torch.cuda.is_available()
(IMPLEMENTATION) Specify Loss Function and Optimizer¶
Use the next code cell to specify a loss function and optimizer. Save the chosen loss function as criterion_scratch, and fill in the function get_optimizer_scratch below.
In [22]:
## TODO: select loss function
import torch.nn as nn
import torch.optim as optim
criterion_scratch = torch.nn.CrossEntropyLoss()
rate_learning = 0.01
def get_optimizer_scratch(model):
## TODO: select and return an optimizer
return optim.Adam(model.parameters(), lr=rate_learning) # It worked faster than SGD
(IMPLEMENTATION) Model Architecture¶
Create a CNN to classify images of landmarks. Use the template in the code cell below.
In [23]:
import torch.nn as nn
import torch.nn.functional as F
# define the CNN architecture
class Net(nn.Module):
## TODO: choose an architecture, and complete the class
def __init__(self, n_classes = 50):
super(Net, self).__init__()
## Define layers of a CNN
self.conv1 = nn.Conv2d(3, 32, 3, padding=1)
self.conv2 = nn.Conv2d(32, 64, 3, padding=1)
self.conv3 = nn.Conv2d(64, 128, 3, padding=1)
#self.conv4 = nn.Conv2d(128, 256, 3, padding=1) # I tried however it did not improved :(
# max pooling layer
self.pool = nn.MaxPool2d(2, 2)
# linear layer (32*32*128 -> 512)
self.fc1 = nn.Linear(32*32*128, 512)
# linear layer (512 -> 128)
self.fc2 = nn.Linear(512, 128)
# linear layer (128 -> 50)
self.fc3 = nn.Linear(128, n_classes)
# dropout layer (p=0.25)
self.dropout = nn.Dropout(0.3)
self.bathnorm1 = nn.BatchNorm1d(512)
self.bathnorm2 = nn.BatchNorm1d(128)
def forward(self, x):
## Define forward behavior
x = F.relu(self.conv1(x))
x = self.pool(x)
x = F.relu(self.conv2(x))
x = self.pool(x)
x = F.relu(self.conv3(x))
x = self.pool(x)
#x = F.relu(self.conv4(x))
#x = self.pool(x)
x = x.view(-1, 32*32*128 )
x = self.dropout(x)
x = self.dropout(F.relu(self.bathnorm1(self.fc1(x))))
x = self.dropout(F.relu(self.bathnorm2(self.fc2(x))))
x = self.fc3(x)
return x
#-#-# Do NOT modify the code below this line. #-#-#
# instantiate the CNN
model_scratch = Net()
# move tensors to GPU if CUDA is available
if use_cuda:
model_scratch.cuda()
Question 2: Outline the steps you took to get to your final CNN architecture and your reasoning at each step.
Answer:
- The simpler the better, I used 3 Conv2d layers (vgg kernel_size = 3) with relu activation, padding=1 to keep the dimension and maxpool(division by 2). From a 256x256x3 tensor -> 128x128x32 tensor -> 64x64x64 tensor -> 32x32x128 tensor
- The output of convulotional layers 32x32x128 was flatten with x.view() and dropout for regularization purposes.
- Finally, I used two Dense Layers with batch normalization, relu activation, and dropout for regularization purposes. Batch Normalization was the key to achieve great results!
At the beginning I was stuck using a complex architecture because my validation loss did not get lower than 3.91. BatchNormalization and a simpler model worked greatly.
(IMPLEMENTATION) Implement the Training Algorithm¶
Implement your training algorithm in the code cell below. Save the final model parameters at the filepath stored in the variable save_path.
In [24]:
def train(n_epochs, loaders, model, optimizer, criterion, use_cuda, save_path):
"""returns trained model"""
# initialize tracker for minimum validation loss
valid_loss_min = np.Inf
for epoch in range(1, n_epochs+1):
# initialize variables to monitor training and validation loss
train_loss = 0.0
valid_loss = 0.0
###################
# train the model #
###################
# set the module to training mode
model.train()
for batch_idx, (data, target) in enumerate(loaders['train']):
# move to GPU
if use_cuda:
data, target = data.cuda(), target.cuda()
## TODO: find the loss and update the model parameters accordingly
## record the average training loss, using something like
## train_loss = train_loss + ((1 / (batch_idx + 1)) * (loss.data.item() - train_loss))
optimizer.zero_grad()
output = model(data)
loss = criterion(output, target)
loss.backward()
optimizer.step()
train_loss += ((1 / (batch_idx + 1)) * (loss.data.item() - train_loss))
######################
# validate the model #
######################
# set the model to evaluation mode
model.eval()
for batch_idx, (data, target) in enumerate(loaders['valid']):
# move to GPU
if use_cuda:
data, target = data.cuda(), target.cuda()
## TODO: update average validation loss
output = model(data)
loss = criterion(output, target)
valid_loss += ((1 / (batch_idx + 1)) * (loss.data.item() - valid_loss))
# print training/validation statistics
print('Epoch: {} \tTraining Loss: {:.6f} \tValidation Loss: {:.6f}'.format(
epoch,
train_loss,
valid_loss
))
## TODO: if the validation loss has decreased, save the model at the filepath stored in save_path
if valid_loss <= valid_loss_min:
print('Validation loss decreased. Saving model ...')
torch.save(model.state_dict(), save_path)
valid_loss_min = valid_loss
return model
(IMPLEMENTATION) Experiment with the Weight Initialization¶
Use the code cell below to define a custom weight initialization, and then train with your weight initialization for a few epochs. Make sure that neither the training loss nor validation loss is nan.
Later on, you will be able to see how this compares to training with PyTorch's default weight initialization.
In [25]:
def custom_weight_init(m):
## TODO: implement a weight initialization strategy
classname = m.__class__.__name__
if classname.find('Linear') != -1: # This normal initialization worked too well to me.
inputs = m.in_features
y = 1.0/np.sqrt(inputs)
m.weight.data.normal_(0, y)
m.bias.data.fill_(0)
#-#-# Do NOT modify the code below this line. #-#-#
model_scratch.apply(custom_weight_init)
model_scratch = train(5, loaders_scratch, model_scratch, get_optimizer_scratch(model_scratch),
criterion_scratch, use_cuda, 'ignore.pt')
Epoch: 1 Training Loss: 3.934014 Validation Loss: 3.905255 Validation loss decreased. Saving model ... Epoch: 2 Training Loss: 3.813873 Validation Loss: 3.689568 Validation loss decreased. Saving model ... Epoch: 3 Training Loss: 3.745203 Validation Loss: 3.738097 Epoch: 4 Training Loss: 3.713241 Validation Loss: 3.697311 Epoch: 5 Training Loss: 3.657490 Validation Loss: 3.586578 Validation loss decreased. Saving model ...
(IMPLEMENTATION) Train and Validate the Model¶
Run the next code cell to train your model.
In [26]:
## TODO: you may change the number of epochs if you'd like,
## but changing it is not required
num_epochs = 50
#-#-# Do NOT modify the code below this line. #-#-#
# function to re-initialize a model with pytorch's default weight initialization
def default_weight_init(m):
reset_parameters = getattr(m, 'reset_parameters', None)
if callable(reset_parameters):
m.reset_parameters()
# reset the model parameters
model_scratch.apply(default_weight_init)
# train the model
model_scratch = train(num_epochs, loaders_scratch, model_scratch, get_optimizer_scratch(model_scratch),
criterion_scratch, use_cuda, 'model_scratch.pt')
Epoch: 1 Training Loss: 3.913025 Validation Loss: 3.768469 Validation loss decreased. Saving model ... Epoch: 2 Training Loss: 3.810043 Validation Loss: 3.691387 Validation loss decreased. Saving model ... Epoch: 3 Training Loss: 3.755049 Validation Loss: 3.812172 Epoch: 4 Training Loss: 3.699199 Validation Loss: 3.788251 Epoch: 5 Training Loss: 3.651008 Validation Loss: 3.518992 Validation loss decreased. Saving model ... Epoch: 6 Training Loss: 3.611255 Validation Loss: 3.464789 Validation loss decreased. Saving model ... Epoch: 7 Training Loss: 3.597040 Validation Loss: 3.562077 Epoch: 8 Training Loss: 3.568791 Validation Loss: 3.515581 Epoch: 9 Training Loss: 3.522629 Validation Loss: 3.341087 Validation loss decreased. Saving model ... Epoch: 10 Training Loss: 3.515970 Validation Loss: 3.415369 Epoch: 11 Training Loss: 3.474389 Validation Loss: 3.403257 Epoch: 12 Training Loss: 3.497387 Validation Loss: 3.679341 Epoch: 13 Training Loss: 3.459945 Validation Loss: 3.425829 Epoch: 14 Training Loss: 3.431902 Validation Loss: 3.284023 Validation loss decreased. Saving model ... Epoch: 15 Training Loss: 3.409713 Validation Loss: 3.269857 Validation loss decreased. Saving model ... Epoch: 16 Training Loss: 3.401548 Validation Loss: 3.256365 Validation loss decreased. Saving model ... Epoch: 17 Training Loss: 3.354536 Validation Loss: 3.200598 Validation loss decreased. Saving model ... Epoch: 18 Training Loss: 3.337019 Validation Loss: 3.278190 Epoch: 19 Training Loss: 3.333297 Validation Loss: 3.125518 Validation loss decreased. Saving model ... Epoch: 20 Training Loss: 3.344903 Validation Loss: 3.112976 Validation loss decreased. Saving model ... Epoch: 21 Training Loss: 3.304968 Validation Loss: 3.277115 Epoch: 22 Training Loss: 3.278932 Validation Loss: 3.269699 Epoch: 23 Training Loss: 3.262931 Validation Loss: 3.269484 Epoch: 24 Training Loss: 3.276508 Validation Loss: 3.105384 Validation loss decreased. Saving model ... Epoch: 25 Training Loss: 3.243075 Validation Loss: 3.049812 Validation loss decreased. Saving model ... Epoch: 26 Training Loss: 3.182195 Validation Loss: 3.134839 Epoch: 27 Training Loss: 3.189370 Validation Loss: 3.179072 Epoch: 28 Training Loss: 3.159076 Validation Loss: 3.438844 Epoch: 29 Training Loss: 3.180338 Validation Loss: 3.131889 Epoch: 30 Training Loss: 3.136824 Validation Loss: 2.976516 Validation loss decreased. Saving model ... Epoch: 31 Training Loss: 3.141524 Validation Loss: 3.075201 Epoch: 32 Training Loss: 3.097792 Validation Loss: 3.063969 Epoch: 33 Training Loss: 3.115188 Validation Loss: 3.057237 Epoch: 34 Training Loss: 3.089663 Validation Loss: 2.979659 Epoch: 35 Training Loss: 3.055153 Validation Loss: 2.996031 Epoch: 36 Training Loss: 3.049060 Validation Loss: 2.905850 Validation loss decreased. Saving model ... Epoch: 37 Training Loss: 3.074323 Validation Loss: 2.948285 Epoch: 38 Training Loss: 3.052106 Validation Loss: 2.870920 Validation loss decreased. Saving model ... Epoch: 39 Training Loss: 3.018974 Validation Loss: 2.856642 Validation loss decreased. Saving model ... Epoch: 40 Training Loss: 3.027671 Validation Loss: 2.974268 Epoch: 41 Training Loss: 3.000041 Validation Loss: 2.799193 Validation loss decreased. Saving model ... Epoch: 42 Training Loss: 2.996328 Validation Loss: 2.778442 Validation loss decreased. Saving model ... Epoch: 43 Training Loss: 2.976485 Validation Loss: 2.846509 Epoch: 44 Training Loss: 2.965008 Validation Loss: 2.823333 Epoch: 45 Training Loss: 2.980276 Validation Loss: 2.798143 Epoch: 46 Training Loss: 2.923502 Validation Loss: 2.798757 Epoch: 47 Training Loss: 2.938284 Validation Loss: 2.890761 Epoch: 48 Training Loss: 2.932031 Validation Loss: 2.799247 Epoch: 49 Training Loss: 2.903441 Validation Loss: 2.770629 Validation loss decreased. Saving model ... Epoch: 50 Training Loss: 2.868678 Validation Loss: 2.848998
(IMPLEMENTATION) Test the Model¶
Run the code cell below to try out your model on the test dataset of landmark images. Run the code cell below to calculate and print the test loss and accuracy. Ensure that your test accuracy is greater than 20%.
In [27]:
def test(loaders, model, criterion, use_cuda):
# monitor test loss and accuracy
test_loss = 0.
correct = 0.
total = 0.
# set the module to evaluation mode
model.eval()
for batch_idx, (data, target) in enumerate(loaders['test']):
# move to GPU
if use_cuda:
data, target = data.cuda(), target.cuda()
# forward pass: compute predicted outputs by passing inputs to the model
output = model(data)
# calculate the loss
loss = criterion(output, target)
# update average test loss
test_loss = test_loss + ((1 / (batch_idx + 1)) * (loss.data.item() - test_loss))
# convert output probabilities to predicted class
pred = output.data.max(1, keepdim=True)[1]
# compare predictions to true label
correct += np.sum(np.squeeze(pred.eq(target.data.view_as(pred))).cpu().numpy())
total += data.size(0)
print('Test Loss: {:.6f}\n'.format(test_loss))
print('\nTest Accuracy: %2d%% (%2d/%2d)' % (
100. * correct / total, correct, total))
# load the model that got the best validation accuracy
model_scratch.load_state_dict(torch.load('model_scratch.pt'))
test(loaders_scratch, model_scratch, criterion_scratch, use_cuda)
Test Loss: 2.713671 Test Accuracy: 29% (370/1250)
Step 2: Create a CNN to Classify Landmarks (using Transfer Learning)¶
You will now use transfer learning to create a CNN that can identify landmarks from images. Your CNN must attain at least 60% accuracy on the test set.
(IMPLEMENTATION) Specify Data Loaders for the Landmark Dataset¶
Use the code cell below to create three separate data loaders: one for training data, one for validation data, and one for test data. Randomly split the images located at landmark_images/train to create the train and validation data loaders, and use the images located at landmark_images/test to create the test data loader.
All three of your data loaders should be accessible via a dictionary named loaders_transfer. Your train data loader should be at loaders_transfer['train'], your validation data loader should be at loaders_transfer['valid'], and your test data loader should be at loaders_transfer['test'].
If you like, you are welcome to use the same data loaders from the previous step, when you created a CNN from scratch.
In [30]:
rm -r train_val
In [31]:
### TODO: Write data loaders for training, validation, and test sets
## Specify appropriate transforms, and batch_sizes
data_dir = 'data/landmark_images'
# number of subprocesses to use for data loading
num_workers = 0
# how many samples per batch to load
batch_size = 32
# percentage of training set to use as validation
valid_size = 0.2
train_transform_tl = transforms.Compose([
transforms.Resize(255),
transforms.CenterCrop(224),
transforms.RandomHorizontalFlip(),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
test_transform_tl = transforms.Compose([
transforms.Resize(255),
transforms.CenterCrop(224),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
splitfolders.ratio("/data/landmark_images/train", output="train_val", seed=42, ratio=(.7, .3), group_prefix=None)
train_data_tl = datasets.ImageFolder('./train_val/train', transform=train_transform_tl)
valid_data_tl = datasets.ImageFolder('./train_val/val', transform=test_transform_tl)
test_data_tl = datasets.ImageFolder('/data/landmark_images/test', transform=test_transform_tl)
Copying files: 4996 files [00:02, 2070.48 files/s]
In [32]:
loaders_transfer = {'train': None, 'valid': None, 'test': None}
loaders_transfer['train'] = torch.utils.data.DataLoader(train_data_tl, batch_size=batch_size,
num_workers=num_workers, shuffle = True )
loaders_transfer['valid'] = torch.utils.data.DataLoader(valid_data_tl, batch_size=batch_size,
num_workers=num_workers, shuffle = True)
loaders_transfer['test'] = torch.utils.data.DataLoader(test_data_tl, batch_size=batch_size,
num_workers=num_workers, shuffle = True)
(IMPLEMENTATION) Specify Loss Function and Optimizer¶
Use the next code cell to specify a loss function and optimizer. Save the chosen loss function as criterion_transfer, and fill in the function get_optimizer_transfer below.
In [39]:
## TODO: select loss function
criterion_transfer = nn.CrossEntropyLoss()
def get_optimizer_transfer(model):
## TODO: select and return optimizer
optimizer = optim.Adam(model.fc.parameters(), lr=0.001)
return optimizer
(IMPLEMENTATION) Model Architecture¶
Use transfer learning to create a CNN to classify images of landmarks. Use the code cell below, and save your initialized model as the variable model_transfer.
In [40]:
## TODO: Specify model architecture
from torchvision import models
model_transfer = models.resnet50(pretrained=True)
for parameter in model_transfer.parameters():
parameter.requires_grad = False
inputs_size = model_transfer.fc.in_features
model_transfer.fc = nn.Linear(inputs_size, n_classes) # n_classes = 50
#-#-# Do NOT modify the code below this line. #-#-#
if use_cuda:
model_transfer = model_transfer.cuda()
Question 3: Outline the steps you took to get to your final CNN architecture and your reasoning at each step. Describe why you think the architecture is suitable for the current problem.
Answer:
- Resnet50 is a good architecture achieving great results with the exercise of Imagenet Dataset because it was trained with tons of data. Also, it applies the residual technique to keep in memory some of previous operations.
- The Dense Layer of the Resnet50 was replaced with a Dense Layer with 50 size of output.
(IMPLEMENTATION) Train and Validate the Model¶
Train and validate your model in the code cell below. Save the final model parameters at filepath 'model_transfer.pt'.
In [41]:
# TODO: train the model and save the best model parameters at filepath 'model_transfer.pt'
train(5, loaders_transfer, model_transfer, get_optimizer_transfer(model_transfer), criterion_transfer,
use_cuda, 'model_transfer.pt')
#-#-# Do NOT modify the code below this line. #-#-#
# load the model that got the best validation accuracy
model_transfer.load_state_dict(torch.load('model_transfer.pt'))
Epoch: 1 Training Loss: 5.008765 Validation Loss: 2.491856 Validation loss decreased. Saving model ... Epoch: 2 Training Loss: 1.763286 Validation Loss: 2.245278 Validation loss decreased. Saving model ... Epoch: 3 Training Loss: 1.774791 Validation Loss: 2.399226 Epoch: 4 Training Loss: 1.531128 Validation Loss: 2.712756 Epoch: 5 Training Loss: 1.424435 Validation Loss: 2.364237
(IMPLEMENTATION) Test the Model¶
Try out your model on the test dataset of landmark images. Use the code cell below to calculate and print the test loss and accuracy. Ensure that your test accuracy is greater than 60%.
In [42]:
test(loaders_transfer, model_transfer, criterion_transfer, use_cuda)
Test Loss: 2.444216 Test Accuracy: 63% (788/1250)
Step 3: Write Your Landmark Prediction Algorithm¶
Great job creating your CNN models! Now that you have put in all the hard work of creating accurate classifiers, let's define some functions to make it easy for others to use your classifiers.
(IMPLEMENTATION) Write Your Algorithm, Part 1¶
Implement the function predict_landmarks, which accepts a file path to an image and an integer k, and then predicts the top k most likely landmarks. You are required to use your transfer learned CNN from Step 2 to predict the landmarks.
An example of the expected behavior of predict_landmarks:
>>> predicted_landmarks = predict_landmarks('example_image.jpg', 3)
>>> print(predicted_landmarks)
['Golden Gate Bridge', 'Brooklyn Bridge', 'Sydney Harbour Bridge']In [43]:
import cv2
from PIL import Image
## the class names can be accessed at the `classes` attribute
## of your dataset object (e.g., `train_dataset.classes`)
def predict_landmarks(img_path, k):
## TODO: return the names of the top k landmarks predicted by the transfer learned CNN
transform = transforms.Compose([
transforms.Resize(255),
transforms.CenterCrop(224),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
img = transform(Image.open(img_path).convert('RGB'))
img.unsqueeze_(0)
if use_cuda:
img = img.cuda()
model_transfer.eval()
output = model_transfer(img)
top_values, top_idx = output.topk(k)
predicted_classes = [classes[i] for i in top_idx[0].tolist()]
return predicted_classes
# test on a sample image
predict_landmarks('images/test/09.Golden_Gate_Bridge/190f3bae17c32c37.jpg', 5)
Out[43]:
['09.Golden_Gate_Bridge', '30.Brooklyn_Bridge', '38.Forth_Bridge', '28.Sydney_Harbour_Bridge', '26.Pont_du_Gard']
(IMPLEMENTATION) Write Your Algorithm, Part 2¶
In the code cell below, implement the function suggest_locations, which accepts a file path to an image as input, and then displays the image and the top 3 most likely landmarks as predicted by predict_landmarks.
Some sample output for suggest_locations is provided below, but feel free to design your own user experience!
In [44]:
def suggest_locations(img_path):
# get landmark predictions
predicted_landmarks = predict_landmarks(img_path, 3)
## TODO: display image and display landmark predictions
plt.imshow(Image.open(img_path).convert('RGB'))
plt.show()
print("Is this the picture of the\n" + predicted_landmarks[0] + ", " + predicted_landmarks[1] + ", or " + predicted_landmarks[2] + "?")
# test on a sample image
suggest_locations('images/test/09.Golden_Gate_Bridge/190f3bae17c32c37.jpg')
Is this the picture of the 09.Golden_Gate_Bridge, 30.Brooklyn_Bridge, or 38.Forth_Bridge?
(IMPLEMENTATION) Test Your Algorithm¶
Test your algorithm by running the suggest_locations function on at least four images on your computer. Feel free to use any images you like.
Question 4: Is the output better than you expected :) ? Or worse :( ? Provide at least three possible points of improvement for your algorithm.
Answer: (Three possible points for improvement)
Great results for the four images!!
- Maybe a classifier can be improved adding more Dense Layers.
- Using LeakyRelu activation can improve lightly the results.
- Tuning hyperparameters can also boost our results.
- Using state-of-art deeper architectures like DenseNet or ResNet-100.
In [45]:
rm -r test_algorithm
rm: cannot remove 'test_algorithm': No such file or directory
In [46]:
mkdir test_algorithm
In [47]:
cd test_algorithm
/home/workspace/nd101-c2-landmarks-starter/landmark_project/test_algorithm
In [48]:
!wget https://www.peru.travel/Contenido/Atractivo/Imagen/pe/145/1.4/Principal/Machu%20Picchu.jpg
--2022-08-27 16:36:52-- https://www.peru.travel/Contenido/Atractivo/Imagen/pe/145/1.4/Principal/Machu%20Picchu.jpg Resolving www.peru.travel (www.peru.travel)... 104.22.35.168, 104.22.34.168, 172.67.39.104, ... Connecting to www.peru.travel (www.peru.travel)|104.22.35.168|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 474637 (464K) [image/jpeg] Saving to: ‘Machu Picchu.jpg’ Machu Picchu.jpg 100%[===================>] 463.51K --.-KB/s in 0.1s 2022-08-27 16:36:53 (3.32 MB/s) - ‘Machu Picchu.jpg’ saved [474637/474637]
In [49]:
!wget https://www.maravillas-del-mundo.com/Taj-Mahal/images/Photos/Taj-Mahal-001.jpg
--2022-08-27 16:36:54-- https://www.maravillas-del-mundo.com/Taj-Mahal/images/Photos/Taj-Mahal-001.jpg Resolving www.maravillas-del-mundo.com (www.maravillas-del-mundo.com)... 155.133.142.10, 2001:4b98:dc6:253::10 Connecting to www.maravillas-del-mundo.com (www.maravillas-del-mundo.com)|155.133.142.10|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 69443 (68K) [image/jpeg] Saving to: ‘Taj-Mahal-001.jpg’ Taj-Mahal-001.jpg 100%[===================>] 67.82K --.-KB/s in 0.1s 2022-08-27 16:36:55 (672 KB/s) - ‘Taj-Mahal-001.jpg’ saved [69443/69443]
In [50]:
!wget https://images2.alphacoders.com/101/1019847.jpg
--2022-08-27 16:36:56-- https://images2.alphacoders.com/101/1019847.jpg Resolving images2.alphacoders.com (images2.alphacoders.com)... 104.20.15.194, 104.20.14.194, 172.67.3.36, ... Connecting to images2.alphacoders.com (images2.alphacoders.com)|104.20.15.194|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 791996 (773K) [image/jpeg] Saving to: ‘1019847.jpg’ 1019847.jpg 100%[===================>] 773.43K --.-KB/s in 0.05s 2022-08-27 16:36:56 (16.3 MB/s) - ‘1019847.jpg’ saved [791996/791996]
In [51]:
!wget https://images.evendo.com/cdn-cgi/image/f=auto,width=555,quality=75/images/32f40798e905419387f32eea30c2aeae.png
--2022-08-27 16:36:56-- https://images.evendo.com/cdn-cgi/image/f=auto,width=555,quality=75/images/32f40798e905419387f32eea30c2aeae.png Resolving images.evendo.com (images.evendo.com)... 172.67.26.97, 104.22.57.76, 104.22.56.76, ... Connecting to images.evendo.com (images.evendo.com)|172.67.26.97|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 56730 (55K) [image/jpeg] Saving to: ‘32f40798e905419387f32eea30c2aeae.png’ 32f40798e905419387f 100%[===================>] 55.40K --.-KB/s in 0.001s 2022-08-27 16:36:57 (60.4 MB/s) - ‘32f40798e905419387f32eea30c2aeae.png’ saved [56730/56730]
In [52]:
cd ..
/home/workspace/nd101-c2-landmarks-starter/landmark_project
In [53]:
## TODO: Execute the `suggest_locations` function on
## at least 4 images on your computer.
## Feel free to use as many code cells as needed.
suggest_locations('./test_algorithm/Machu Picchu.jpg') # It is Machu Picchu
Is this the picture of the 41.Machu_Picchu, 27.Seattle_Japanese_Garden, or 25.Banff_National_Park?
In [54]:
## TODO: Execute the `suggest_locations` function on
## at least 4 images on your computer.
## Feel free to use as many code cells as needed.
suggest_locations('./test_algorithm/32f40798e905419387f32eea30c2aeae.png') # It is Hanging Temple
Is this the picture of the 21.Taj_Mahal, 47.Prague_Astronomical_Clock, or 32.Hanging_Temple?
In [55]:
## TODO: Execute the `suggest_locations` function on
## at least 4 images on your computer.
## Feel free to use as many code cells as needed.
suggest_locations('./test_algorithm/Taj-Mahal-001.jpg') # It is Taj Mahal
Is this the picture of the 12.Kantanagar_Temple, 21.Taj_Mahal, or 19.Vienna_City_Hall?
In [56]:
## TODO: Execute the `suggest_locations` function on
## at least 4 images on your computer.
## Feel free to use as many code cells as needed.
suggest_locations('./test_algorithm/1019847.jpg') # It is Forth Bridge
Is this the picture of the 38.Forth_Bridge, 28.Sydney_Harbour_Bridge, or 33.Sydney_Opera_House?